Llama0-3-8b-v0.1-p-2-lr5e-6-e1

This model is a fine-tuned version of meta-llama/Meta-Llama-3-8B-Instruct on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0071
  • Rewards/chosen: -325.0106
  • Rewards/rejected: -326.4964
  • Rewards/accuracies: 0.4839
  • Rewards/margins: 1.4858
  • Logps/rejected: -32736.4023
  • Logps/chosen: -32589.3574
  • Logits/rejected: 15.2095
  • Logits/chosen: 15.1707

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 5e-06
  • train_batch_size: 2
  • eval_batch_size: 8
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 8
  • gradient_accumulation_steps: 8
  • total_train_batch_size: 128
  • total_eval_batch_size: 64
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 1.0

Training results

Training Loss Epoch Step Validation Loss Rewards/chosen Rewards/rejected Rewards/accuracies Rewards/margins Logps/rejected Logps/chosen Logits/rejected Logits/chosen
0.0157 0.2137 100 0.0113 -210.0611 -211.0992 0.4597 1.0381 -21196.6719 -21094.4004 13.2797 13.2492
0.0103 0.4275 200 0.0100 -295.4855 -293.2994 0.5081 -2.1861 -29416.6973 -29636.8457 14.5637 14.5474
0.0074 0.6412 300 0.0081 -286.9739 -284.4362 0.4718 -2.5377 -28530.3730 -28785.6816 14.5532 14.6383
0.0061 0.8549 400 0.0073 -253.9528 -254.9697 0.5040 1.0169 -25583.7266 -25483.5762 13.4697 13.4536

Framework versions

  • Transformers 4.45.1
  • Pytorch 2.4.1+cu121
  • Datasets 3.0.0
  • Tokenizers 0.20.0
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